{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sp_psp 0.08234097222222217\n",
      "rpd_gd 0.035590972222222225\n",
      "rpsp 0.017552777777777757\n",
      "0.09272973818712825\n",
      "0.006737467169121804\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "\n",
    "matplotlib.rcParams['svg.fonttype'] = 'none'\n",
    "\n",
    "# 数据\n",
    "data = [[[5.0, 6, 6.0], [11.0, 13, 12.0], [8.0, 8, 8.0], [6.0, 9, 8.0], [10.0, 9, 8.0], [8.0, 7, 7.0], [6.0, 8, 8.0], [11.0, 7, 6.0], [7.0, 7, 5.0], [6.0, 9, 8.0], [8.0, 7, 6.0], [6.0, 8, 7.0], [6.0, 8, 8.0], [9.0, 8, 8.0], [6.0, 8, 6.0], [7.0, 8, 6.0], [6.0, 6, 6.0], [7.0, 8, 8.0], [12.0, 9, 9.0], [8.0, 9, 8.0], [6.0, 9, 8.0], [6.0, 8, 7.0], [5.0, 9, 9.0], [6.0, 6, 6.0], [6.0, 6, 6.0], [6.0, 6, 5.0], [6.0, 6, 6.0], [6.0, 7, 7.0], [6.0, 8, 8.0], [9.0, 13, 12.0], [7.0, 8, 8.0], [13.0, 8, 6.0], [14.0, 7, 7.0], [8.0, 6, 5.0], [10.0, 8, 7.0], [8.0, 8, 7.0], [8.0, 8, 8.0], [6.0, 7, 6.0], [5.0, 7, 5.0], [11.0, 13, 13.0], [7.0, 7, 6.0], [4.0, 5, 5.0], [9.0, 9, 8.0], [9.0, 11, 9.0], [5.0, 8, 8.0], [11.0, 8, 8.0], [8.0, 9, 8.0], [6.0, 7, 7.0], [9.0, 8, 7.0], [4.0, 8, 8.0], [5.0, 7, 7.0], [7.0, 10, 10.0], [5.0, 7, 7.0], [5.0, 6, 6.0], [8.0, 9, 8.0], [7.0, 9, 7.0], [5.0, 8, 8.0], [6.0, 7, 6.0], [14.0, 9, 9.0], [5.0, 7, 5.0]], [[7.0, 9, 8.0], [6.0, 7, 6.0], [11.0, 6, 5.0], [12.0, 8, 8.0], 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6.0], [7.0, 9, 9.0], [7.0, 8, 7.0], [11.0, 7, 7.0], [6.0, 8, 7.0], [7.0, 8, 8.0], [5.0, 6, 6.0], [4.0, 7, 6.0], [6.0, 10, 8.0], [10.0, 7, 7.0], [5.0, 7, 7.0], [4.0, 6, 5.0], [10.0, 9, 8.0], [10.0, 6, 6.0], [5.0, 6, 5.0], [5.0, 8, 8.0], [7.0, 7, 6.0], [7.0, 8, 7.0], [6.0, 7, 7.0], [8.0, 10, 8.0], [4.0, 8, 7.0], [7.0, 7, 6.0], [6.0, 8, 7.0], [7.0, 9, 8.0], [6.0, 8, 7.0], [7.0, 8, 8.0], [7.0, 6, 5.0], [7.0, 7, 6.0], [6.0, 6, 5.0], [7.0, 7, 6.0]]]\n",
    "\n",
    "\n",
    "\n",
    "mean_data = []\n",
    "\n",
    "# 计算均值\n",
    "for i in data:\n",
    "    mean_data.append(np.mean(i, axis=0))\n",
    "\n",
    "# 提取 num_node 数组\n",
    "sd_num = list(range(5, 5 + len(data) * 2, 2))\n",
    "\n",
    "# 提取三个参数的均值列\n",
    "sp_psp = [item[0] for item in mean_data]\n",
    "rpd_gd = [item[1] for item in mean_data]\n",
    "rpsp = [item[2] for item in mean_data]\n",
    "\n",
    "print(\"sp_psp\", np.var(sp_psp))\n",
    "print(\"rpd_gd\", np.var(rpd_gd))\n",
    "print(\"rpsp\", np.var(rpsp))\n",
    "\n",
    "sp_psp_mean = np.mean(sp_psp)\n",
    "rpd_gd_mean = np.mean(rpd_gd)\n",
    "rpsp_mean = np.mean(rpsp)\n",
    "\n",
    "print((rpd_gd_mean - rpsp_mean) / rpd_gd_mean)\n",
    "print((sp_psp_mean - rpsp_mean) / sp_psp_mean)\n",
    "\n",
    "# 可视化\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.plot(sd_num, sp_psp, label='SP+PSP', marker='o')\n",
    "plt.plot(sd_num, rpd_gd, label='RPD+GD', marker='s')\n",
    "plt.plot(sd_num, rpsp, label='RPSP-HY', marker='p')\n",
    "\n",
    "plt.xlabel('Number of Init PS Num')\n",
    "plt.ylabel('Used Time Slots')\n",
    "plt.title('node_num=60, alpha=0.2')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.savefig(\"var_init_ps.svg\", format=\"svg\")\n",
    "plt.show()\n"
   ]
  }
 ],
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